Overview
Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 163643 |
| Missing cells | 279 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 18.7 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 2 |
| Numeric | 10 |
| DateTime | 2 |
type_de_station has constant value "ISS" | Constant |
direction_du_vecteur_de_vent_max is highly overall correlated with direction_du_vecteur_de_vent_max_en_degres and 1 other fields | High correlation |
direction_du_vecteur_de_vent_max_en_degres is highly overall correlated with direction_du_vecteur_de_vent_max and 1 other fields | High correlation |
direction_du_vecteur_vent_moyen is highly overall correlated with direction_du_vecteur_de_vent_max and 1 other fields | High correlation |
force_moyenne_du_vecteur_vent is highly overall correlated with force_rafale_max | High correlation |
force_rafale_max is highly overall correlated with force_moyenne_du_vecteur_vent | High correlation |
humidite is highly overall correlated with temperature_en_degre_c | High correlation |
pluie is highly overall correlated with pluie_intensite_max | High correlation |
pluie_intensite_max is highly overall correlated with pluie | High correlation |
temperature_en_degre_c is highly overall correlated with humidite | High correlation |
id is highly imbalanced (99.6%) | Imbalance |
pluie is highly skewed (γ1 = 35.4268385) | Skewed |
data has unique values | Unique |
humidite has 1899 (1.2%) zeros | Zeros |
direction_du_vecteur_de_vent_max has 144360 (88.2%) zeros | Zeros |
pluie_intensite_max has 158790 (97.0%) zeros | Zeros |
direction_du_vecteur_vent_moyen has 150370 (91.9%) zeros | Zeros |
pluie has 159586 (97.5%) zeros | Zeros |
direction_du_vecteur_de_vent_max_en_degres has 144360 (88.2%) zeros | Zeros |
force_moyenne_du_vecteur_vent has 120805 (73.8%) zeros | Zeros |
force_rafale_max has 74100 (45.3%) zeros | Zeros |
Reproduction
| Analysis started | 2026-01-13 21:48:59.240804 |
|---|---|
| Analysis finished | 2026-01-13 21:49:15.830030 |
| Duration | 16.59 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
data
Text
Unique
| Distinct | 163643 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
Length
| Max length | 24 |
|---|---|
| Median length | 24 |
| Mean length | 23.998802 |
| Min length | 1 |
Unique
| Unique | 163643 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 552a630fca7800000c200000 |
|---|---|
| 2nd row | 55296af0d61000000c600000 |
| 3rd row | 55296b509a3800000c600000 |
| 4th row | 55296b30a63000000c600000 |
| 5th row | 552a63f00e6800000c200800 |
| Value | Count | Frequency (%) |
| 552a630fca7800000c200000 | 1 | < 0.1% |
| 55296af0d61000000c600000 | 1 | < 0.1% |
| 55296b509a3800000c600000 | 1 | < 0.1% |
| 55296b30a63000000c600000 | 1 | < 0.1% |
| 552a63f00e6800000c200800 | 1 | < 0.1% |
| 55296b90964000000c600c00 | 1 | < 0.1% |
| 55296bd08a4000000c600000 | 1 | < 0.1% |
| 552a60b0226800000c400000 | 1 | < 0.1% |
| 552c35f3a55000004c001800 | 1 | < 0.1% |
| 552a6b310df000000c800c00 | 1 | < 0.1% |
| Other values (163633) | 163633 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1633534 | |
| 5 | 378270 | 9.6% |
| 4 | 244289 | 6.2% |
| 8 | 219602 | 5.6% |
| 2 | 200782 | 5.1% |
| c | 170080 | 4.3% |
| 1 | 163157 | 4.2% |
| 6 | 149864 | 3.8% |
| d | 131979 | 3.4% |
| e | 121793 | 3.1% |
| Other values (9) | 513886 | 13.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3927236 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1633534 | |
| 5 | 378270 | 9.6% |
| 4 | 244289 | 6.2% |
| 8 | 219602 | 5.6% |
| 2 | 200782 | 5.1% |
| c | 170080 | 4.3% |
| 1 | 163157 | 4.2% |
| 6 | 149864 | 3.8% |
| d | 131979 | 3.4% |
| e | 121793 | 3.1% |
| Other values (9) | 513886 | 13.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3927236 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1633534 | |
| 5 | 378270 | 9.6% |
| 4 | 244289 | 6.2% |
| 8 | 219602 | 5.6% |
| 2 | 200782 | 5.1% |
| c | 170080 | 4.3% |
| 1 | 163157 | 4.2% |
| 6 | 149864 | 3.8% |
| d | 131979 | 3.4% |
| e | 121793 | 3.1% |
| Other values (9) | 513886 | 13.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3927236 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1633534 | |
| 5 | 378270 | 9.6% |
| 4 | 244289 | 6.2% |
| 8 | 219602 | 5.6% |
| 2 | 200782 | 5.1% |
| c | 170080 | 4.3% |
| 1 | 163157 | 4.2% |
| 6 | 149864 | 3.8% |
| d | 131979 | 3.4% |
| e | 121793 | 3.1% |
| Other values (9) | 513886 | 13.1% |
id
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 19 |
| Missing (%) | < 0.1% |
| Memory size | 1.2 MiB |
| 42.0 | |
|---|---|
| 1.0 | 89 |
| 0.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.99945 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 42.0 |
|---|---|
| 2nd row | 42.0 |
| 3rd row | 42.0 |
| 4th row | 42.0 |
| 5th row | 42.0 |
Common Values
| Value | Count | Frequency (%) |
| 42.0 | 163534 | |
| 1.0 | 89 | 0.1% |
| 0.0 | 1 | < 0.1% |
| (Missing) | 19 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 42.0 | 163534 | |
| 1.0 | 89 | 0.1% |
| 0.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 163625 | |
| . | 163624 | |
| 4 | 163534 | |
| 2 | 163534 | |
| 1 | 89 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 654406 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 163625 | |
| . | 163624 | |
| 4 | 163534 | |
| 2 | 163534 | |
| 1 | 89 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 654406 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 163625 | |
| . | 163624 | |
| 4 | 163534 | |
| 2 | 163534 | |
| 1 | 89 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 654406 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 163625 | |
| . | 163624 | |
| 4 | 163534 | |
| 2 | 163534 | |
| 1 | 89 | < 0.1% |
humidite
Real number (ℝ)
High correlation Zeros
| Distinct | 92 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.819463 |
| Minimum | 0 |
|---|---|
| Maximum | 97 |
| Zeros | 1899 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 53 |
| median | 68 |
| Q3 | 80 |
| 95-th percentile | 89 |
| Maximum | 97 |
| Range | 97 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.035528 |
|---|---|
| Coefficient of variation (CV) | 0.29366994 |
| Kurtosis | 0.43118706 |
| Mean | 64.819463 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.79415647 |
| Sum | 10605955 |
| Variance | 362.35133 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 87 | 4414 | 2.7% |
| 86 | 3911 | 2.4% |
| 88 | 3855 | 2.4% |
| 85 | 3796 | 2.3% |
| 67 | 3701 | 2.3% |
| 68 | 3690 | 2.3% |
| 66 | 3641 | 2.2% |
| 69 | 3597 | 2.2% |
| 81 | 3370 | 2.1% |
| 65 | 3363 | 2.1% |
| Other values (82) | 126285 |
| Value | Count | Frequency (%) |
| 0 | 1899 | |
| 7 | 6 | < 0.1% |
| 8 | 11 | < 0.1% |
| 9 | 10 | < 0.1% |
| 10 | 43 | < 0.1% |
| 11 | 47 | < 0.1% |
| 12 | 70 | < 0.1% |
| 13 | 82 | 0.1% |
| 14 | 84 | 0.1% |
| 15 | 110 | 0.1% |
| Value | Count | Frequency (%) |
| 97 | 6 | < 0.1% |
| 96 | 155 | 0.1% |
| 95 | 443 | 0.3% |
| 94 | 502 | 0.3% |
| 93 | 841 | 0.5% |
| 92 | 1431 | 0.9% |
| 91 | 1984 | |
| 90 | 2427 | |
| 89 | 3086 | |
| 88 | 3855 |
direction_du_vecteur_de_vent_max
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.97342061 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 144360 |
| Zeros (%) | 88.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 10 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.9202603 |
|---|---|
| Coefficient of variation (CV) | 2.9999985 |
| Kurtosis | 7.3728472 |
| Mean | 0.97342061 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9522134 |
| Sum | 159274 |
| Variance | 8.5279205 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 144360 | |
| 9 | 2730 | 1.7% |
| 10 | 2524 | 1.5% |
| 11 | 2387 | 1.5% |
| 12 | 2039 | 1.2% |
| 8 | 1929 | 1.2% |
| 7 | 1517 | 0.9% |
| 3 | 1378 | 0.8% |
| 2 | 1329 | 0.8% |
| 4 | 769 | 0.5% |
| Other values (6) | 2661 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 144360 | |
| 1 | 502 | 0.3% |
| 2 | 1329 | 0.8% |
| 3 | 1378 | 0.8% |
| 4 | 769 | 0.5% |
| 5 | 428 | 0.3% |
| 6 | 450 | 0.3% |
| 7 | 1517 | 0.9% |
| 8 | 1929 | 1.2% |
| 9 | 2730 | 1.7% |
| Value | Count | Frequency (%) |
| 15 | 223 | 0.1% |
| 14 | 379 | 0.2% |
| 13 | 679 | 0.4% |
| 12 | 2039 | |
| 11 | 2387 | |
| 10 | 2524 | |
| 9 | 2730 | |
| 8 | 1929 | |
| 7 | 1517 | |
| 6 | 450 | 0.3% |
pluie_intensite_max
Real number (ℝ)
High correlation Zeros
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0063682979 |
| Minimum | 0 |
|---|---|
| Maximum | 2.6 |
| Zeros | 158790 |
| Zeros (%) | 97.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 2.6 |
| Range | 2.6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.041509295 |
|---|---|
| Coefficient of variation (CV) | 6.5181145 |
| Kurtosis | 463.34339 |
| Mean | 0.0063682979 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.201237 |
| Sum | 1042 |
| Variance | 0.0017230216 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 158790 | |
| 0.2 | 4675 | 2.9% |
| 0.4 | 82 | 0.1% |
| 0.6 | 25 | < 0.1% |
| 0.8 | 22 | < 0.1% |
| 1 | 9 | < 0.1% |
| 1.2 | 6 | < 0.1% |
| 1.6 | 6 | < 0.1% |
| 2 | 3 | < 0.1% |
| 1.4 | 2 | < 0.1% |
| Other values (2) | 3 | < 0.1% |
| (Missing) | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 158790 | |
| 0.2 | 4675 | 2.9% |
| 0.4 | 82 | 0.1% |
| 0.6 | 25 | < 0.1% |
| 0.8 | 22 | < 0.1% |
| 1 | 9 | < 0.1% |
| 1.2 | 6 | < 0.1% |
| 1.4 | 2 | < 0.1% |
| 1.6 | 6 | < 0.1% |
| 2 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 2.6 | 1 | < 0.1% |
| 2.2 | 2 | < 0.1% |
| 2 | 3 | < 0.1% |
| 1.6 | 6 | < 0.1% |
| 1.4 | 2 | < 0.1% |
| 1.2 | 6 | < 0.1% |
| 1 | 9 | < 0.1% |
| 0.8 | 22 | < 0.1% |
| 0.6 | 25 | < 0.1% |
| 0.4 | 82 |
pression
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99942.995 |
| Minimum | 90000 |
|---|---|
| Maximum | 102500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 90000 |
|---|---|
| 5-th percentile | 98500 |
| Q1 | 99800 |
| median | 100200 |
| Q3 | 100600 |
| 95-th percentile | 101400 |
| Maximum | 102500 |
| Range | 12500 |
| Interquartile range (IQR) | 800 |
Descriptive statistics
| Standard deviation | 1780.1065 |
|---|---|
| Coefficient of variation (CV) | 0.017811219 |
| Kurtosis | 22.53986 |
| Mean | 99942.995 |
| Median Absolute Deviation (MAD) | 400 |
| Skewness | -4.5036494 |
| Sum | 1.6352973 × 1010 |
| Variance | 3168779.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100100 | 10752 | 6.6% |
| 100300 | 10511 | 6.4% |
| 100200 | 10198 | 6.2% |
| 100400 | 10167 | 6.2% |
| 100500 | 10144 | 6.2% |
| 100000 | 9747 | 6.0% |
| 99900 | 8910 | 5.4% |
| 100600 | 8417 | 5.1% |
| 99800 | 7562 | 4.6% |
| 100700 | 7410 | 4.5% |
| Other values (50) | 69805 |
| Value | Count | Frequency (%) |
| 90000 | 4272 | |
| 96700 | 7 | < 0.1% |
| 96800 | 20 | < 0.1% |
| 96900 | 45 | < 0.1% |
| 97000 | 27 | < 0.1% |
| 97100 | 58 | < 0.1% |
| 97200 | 45 | < 0.1% |
| 97300 | 61 | < 0.1% |
| 97400 | 103 | 0.1% |
| 97500 | 118 | 0.1% |
| Value | Count | Frequency (%) |
| 102500 | 12 | < 0.1% |
| 102400 | 65 | < 0.1% |
| 102300 | 50 | < 0.1% |
| 102200 | 229 | 0.1% |
| 102100 | 360 | 0.2% |
| 102000 | 383 | 0.2% |
| 101900 | 906 | |
| 101800 | 998 | |
| 101700 | 964 | |
| 101600 | 1388 |
direction_du_vecteur_vent_moyen
Real number (ℝ)
High correlation Zeros
| Distinct | 181 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.306632 |
| Minimum | 0 |
|---|---|
| Maximum | 360 |
| Zeros | 150370 |
| Zeros (%) | 91.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 118 |
| Maximum | 360 |
| Range | 360 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 48.850456 |
|---|---|
| Coefficient of variation (CV) | 3.9694416 |
| Kurtosis | 19.522653 |
| Mean | 12.306632 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3860378 |
| Sum | 2013648 |
| Variance | 2386.3671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 150370 | |
| 224 | 629 | 0.4% |
| 202 | 618 | 0.4% |
| 66 | 542 | 0.3% |
| 246 | 537 | 0.3% |
| 44 | 467 | 0.3% |
| 180 | 424 | 0.3% |
| 90 | 327 | 0.2% |
| 156 | 301 | 0.2% |
| 270 | 234 | 0.1% |
| Other values (171) | 9174 | 5.6% |
| Value | Count | Frequency (%) |
| 0 | 150370 | |
| 2 | 108 | 0.1% |
| 4 | 93 | 0.1% |
| 6 | 100 | 0.1% |
| 8 | 68 | < 0.1% |
| 10 | 109 | 0.1% |
| 12 | 73 | < 0.1% |
| 14 | 81 | < 0.1% |
| 16 | 70 | < 0.1% |
| 18 | 79 | < 0.1% |
| Value | Count | Frequency (%) |
| 360 | 63 | |
| 358 | 17 | < 0.1% |
| 356 | 46 | |
| 354 | 41 | |
| 352 | 44 | |
| 350 | 28 | |
| 348 | 34 | |
| 346 | 28 | |
| 344 | 21 | < 0.1% |
| 342 | 20 | < 0.1% |
type_de_station
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Memory size | 1.2 MiB |
| ISS |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ISS |
|---|---|
| 2nd row | ISS |
| 3rd row | ISS |
| 4th row | ISS |
| 5th row | ISS |
Common Values
| Value | Count | Frequency (%) |
| ISS | 163623 | |
| (Missing) | 20 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| iss | 163623 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 327246 | |
| I | 163623 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 490869 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 327246 | |
| I | 163623 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 490869 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 327246 | |
| I | 163623 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 490869 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 327246 | |
| I | 163623 |
pluie
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.010161163 |
| Minimum | 0 |
|---|---|
| Maximum | 11.6 |
| Zeros | 159586 |
| Zeros (%) | 97.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 11.6 |
| Range | 11.6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.11139461 |
|---|---|
| Coefficient of variation (CV) | 10.962782 |
| Kurtosis | 2171.5337 |
| Mean | 0.010161163 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 35.426838 |
| Sum | 1662.6 |
| Variance | 0.01240876 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 159586 | |
| 0.2 | 2566 | 1.6% |
| 0.4 | 703 | 0.4% |
| 0.6 | 296 | 0.2% |
| 0.8 | 179 | 0.1% |
| 1 | 89 | 0.1% |
| 1.2 | 47 | < 0.1% |
| 1.4 | 34 | < 0.1% |
| 1.6 | 27 | < 0.1% |
| 1.8 | 19 | < 0.1% |
| Other values (23) | 77 | < 0.1% |
| (Missing) | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 159586 | |
| 0.2 | 2566 | 1.6% |
| 0.4 | 703 | 0.4% |
| 0.6 | 296 | 0.2% |
| 0.8 | 179 | 0.1% |
| 1 | 89 | 0.1% |
| 1.2 | 47 | < 0.1% |
| 1.4 | 34 | < 0.1% |
| 1.6 | 27 | < 0.1% |
| 1.8 | 19 | < 0.1% |
| Value | Count | Frequency (%) |
| 11.6 | 1 | |
| 10 | 1 | |
| 9.2 | 1 | |
| 6.4 | 1 | |
| 6.2 | 1 | |
| 6 | 2 | |
| 5.8 | 2 | |
| 5.6 | 1 | |
| 5.2 | 2 | |
| 5 | 2 |
direction_du_vecteur_de_vent_max_en_degres
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.901964 |
| Minimum | 0 |
|---|---|
| Maximum | 337.5 |
| Zeros | 144360 |
| Zeros (%) | 88.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 225 |
| Maximum | 337.5 |
| Range | 337.5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 65.705858 |
|---|---|
| Coefficient of variation (CV) | 2.9999985 |
| Kurtosis | 7.3728472 |
| Mean | 21.901964 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9522134 |
| Sum | 3583665 |
| Variance | 4317.2597 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 144360 | |
| 202.5 | 2730 | 1.7% |
| 225 | 2524 | 1.5% |
| 247.5 | 2387 | 1.5% |
| 270 | 2039 | 1.2% |
| 180 | 1929 | 1.2% |
| 157.5 | 1517 | 0.9% |
| 67.5 | 1378 | 0.8% |
| 45 | 1329 | 0.8% |
| 90 | 769 | 0.5% |
| Other values (6) | 2661 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 144360 | |
| 22.5 | 502 | 0.3% |
| 45 | 1329 | 0.8% |
| 67.5 | 1378 | 0.8% |
| 90 | 769 | 0.5% |
| 112.5 | 428 | 0.3% |
| 135 | 450 | 0.3% |
| 157.5 | 1517 | 0.9% |
| 180 | 1929 | 1.2% |
| 202.5 | 2730 | 1.7% |
| Value | Count | Frequency (%) |
| 337.5 | 223 | 0.1% |
| 315 | 379 | 0.2% |
| 292.5 | 679 | 0.4% |
| 270 | 2039 | |
| 247.5 | 2387 | |
| 225 | 2524 | |
| 202.5 | 2730 | |
| 180 | 1929 | |
| 157.5 | 1517 | |
| 135 | 450 | 0.3% |
force_moyenne_du_vecteur_vent
Real number (ℝ)
High correlation Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.45728901 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 120805 |
| Zeros (%) | 73.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.95421864 |
|---|---|
| Coefficient of variation (CV) | 2.0866861 |
| Kurtosis | 8.8244561 |
| Mean | 0.45728901 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7248236 |
| Sum | 74823 |
| Variance | 0.91053321 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 120805 | |
| 1 | 24615 | 15.0% |
| 2 | 9924 | 6.1% |
| 3 | 4723 | 2.9% |
| 4 | 2257 | 1.4% |
| 5 | 818 | 0.5% |
| 6 | 328 | 0.2% |
| 7 | 121 | 0.1% |
| 8 | 30 | < 0.1% |
| 9 | 2 | < 0.1% |
| (Missing) | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 120805 | |
| 1 | 24615 | 15.0% |
| 2 | 9924 | 6.1% |
| 3 | 4723 | 2.9% |
| 4 | 2257 | 1.4% |
| 5 | 818 | 0.5% |
| 6 | 328 | 0.2% |
| 7 | 121 | 0.1% |
| 8 | 30 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 8 | 30 | < 0.1% |
| 7 | 121 | 0.1% |
| 6 | 328 | 0.2% |
| 5 | 818 | 0.5% |
| 4 | 2257 | 1.4% |
| 3 | 4723 | 2.9% |
| 2 | 9924 | 6.1% |
| 1 | 24615 | 15.0% |
| 0 | 120805 |
force_rafale_max
Real number (ℝ)
High correlation Zeros
| Distinct | 27 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2397279 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 74100 |
| Zeros (%) | 45.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 13 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.2877613 |
|---|---|
| Coefficient of variation (CV) | 1.3234943 |
| Kurtosis | 4.1981902 |
| Mean | 3.2397279 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.8350144 |
| Sum | 530094 |
| Variance | 18.384897 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0 | 74100 | |
| 3 | 20937 | 12.8% |
| 5 | 17188 | 10.5% |
| 2 | 15299 | 9.3% |
| 6 | 12475 | 7.6% |
| 8 | 7585 | 4.6% |
| 10 | 5617 | 3.4% |
| 13 | 3378 | 2.1% |
| 14 | 2284 | 1.4% |
| 16 | 1563 | 1.0% |
| Other values (17) | 3197 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 74100 | |
| 2 | 15299 | 9.3% |
| 3 | 20937 | 12.8% |
| 5 | 17188 | 10.5% |
| 6 | 12475 | 7.6% |
| 8 | 7585 | 4.6% |
| 10 | 5617 | 3.4% |
| 11 | 729 | 0.4% |
| 13 | 3378 | 2.1% |
| 14 | 2284 | 1.4% |
| Value | Count | Frequency (%) |
| 50 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 37 | 4 | < 0.1% |
| 35 | 5 | < 0.1% |
| 34 | 4 | < 0.1% |
| 32 | 21 | |
| 30 | 16 | < 0.1% |
| 29 | 30 | |
| 27 | 50 |
temperature_en_degre_c
Real number (ℝ)
High correlation
| Distinct | 457 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.959987 |
| Minimum | -50 |
|---|---|
| Maximum | 42.6 |
| Zeros | 95 |
| Zeros (%) | 0.1% |
| Negative | 3021 |
| Negative (%) | 1.8% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | -50 |
|---|---|
| 5-th percentile | 3.3 |
| Q1 | 9.9 |
| median | 15.1 |
| Q3 | 20.9 |
| 95-th percentile | 29.2 |
| Maximum | 42.6 |
| Range | 92.6 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 10.33929 |
|---|---|
| Coefficient of variation (CV) | 0.69112959 |
| Kurtosis | 15.680339 |
| Mean | 14.959987 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | -2.6024654 |
| Sum | 2447798 |
| Variance | 106.90092 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -50 | 1871 | 1.1% |
| 11.7 | 964 | 0.6% |
| 12 | 951 | 0.6% |
| 11.8 | 947 | 0.6% |
| 11.3 | 945 | 0.6% |
| 9.5 | 907 | 0.6% |
| 11.5 | 904 | 0.6% |
| 11.6 | 887 | 0.5% |
| 10.2 | 878 | 0.5% |
| 10.4 | 850 | 0.5% |
| Other values (447) | 153519 |
| Value | Count | Frequency (%) |
| -50 | 1871 | |
| -4.9 | 12 | < 0.1% |
| -4.8 | 14 | < 0.1% |
| -4.7 | 10 | < 0.1% |
| -4.6 | 2 | < 0.1% |
| -4.4 | 3 | < 0.1% |
| -3.9 | 29 | < 0.1% |
| -3.8 | 23 | < 0.1% |
| -3.7 | 24 | < 0.1% |
| -3.6 | 19 | < 0.1% |
| Value | Count | Frequency (%) |
| 42.6 | 1 | |
| 42.4 | 1 | |
| 42.2 | 1 | |
| 41.9 | 1 | |
| 41.8 | 2 | |
| 41.6 | 2 | |
| 41.5 | 2 | |
| 41.4 | 2 | |
| 41.3 | 2 | |
| 41.2 | 1 |
heure_de_paris
Date
| Distinct | 163314 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Memory size | 1.2 MiB |
| Minimum | 2019-06-06 02:00:00+02:00 |
|---|---|
| Maximum | 2025-10-26 01:45:00+02:00 |
| Invalid dates | 66622 |
| Invalid dates (%) | 40.7% |
Histogram with fixed size bins (bins=50)
heure_utc
Date
| Distinct | 163314 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Memory size | 1.2 MiB |
| Minimum | 2019-06-06 00:00:00+00:00 |
|---|---|
| Maximum | 2025-11-06 08:45:00+00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Interactions
Correlations
| direction_du_vecteur_de_vent_max | direction_du_vecteur_de_vent_max_en_degres | direction_du_vecteur_vent_moyen | force_moyenne_du_vecteur_vent | force_rafale_max | humidite | id | pluie | pluie_intensite_max | pression | temperature_en_degre_c | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| direction_du_vecteur_de_vent_max | 1.000 | 1.000 | 0.728 | 0.073 | 0.291 | -0.147 | 0.049 | -0.026 | -0.010 | -0.073 | 0.182 |
| direction_du_vecteur_de_vent_max_en_degres | 1.000 | 1.000 | 0.728 | 0.073 | 0.291 | -0.147 | 0.049 | -0.026 | -0.010 | -0.073 | 0.182 |
| direction_du_vecteur_vent_moyen | 0.728 | 0.728 | 1.000 | 0.095 | 0.276 | -0.169 | 0.020 | -0.013 | -0.009 | -0.070 | 0.172 |
| force_moyenne_du_vecteur_vent | 0.073 | 0.073 | 0.095 | 1.000 | 0.762 | -0.113 | 0.019 | -0.002 | 0.001 | -0.166 | 0.080 |
| force_rafale_max | 0.291 | 0.291 | 0.276 | 0.762 | 1.000 | -0.140 | 0.020 | 0.006 | 0.014 | -0.173 | 0.128 |
| humidite | -0.147 | -0.147 | -0.169 | -0.113 | -0.140 | 1.000 | 0.063 | 0.178 | 0.199 | 0.120 | -0.648 |
| id | 0.049 | 0.049 | 0.020 | 0.019 | 0.020 | 0.063 | 1.000 | 0.000 | 0.000 | 0.118 | 0.065 |
| pluie | -0.026 | -0.026 | -0.013 | -0.002 | 0.006 | 0.178 | 0.000 | 1.000 | 0.911 | -0.110 | -0.092 |
| pluie_intensite_max | -0.010 | -0.010 | -0.009 | 0.001 | 0.014 | 0.199 | 0.000 | 0.911 | 1.000 | -0.115 | -0.101 |
| pression | -0.073 | -0.073 | -0.070 | -0.166 | -0.173 | 0.120 | 0.118 | -0.110 | -0.115 | 1.000 | -0.170 |
| temperature_en_degre_c | 0.182 | 0.182 | 0.172 | 0.080 | 0.128 | -0.648 | 0.065 | -0.092 | -0.101 | -0.170 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| data | id | humidite | direction_du_vecteur_de_vent_max | pluie_intensite_max | pression | direction_du_vecteur_vent_moyen | type_de_station | pluie | direction_du_vecteur_de_vent_max_en_degres | force_moyenne_du_vecteur_vent | force_rafale_max | temperature_en_degre_c | heure_de_paris | heure_utc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 552a630fca7800000c200000 | 42.0 | 79.0 | 0.0 | 0.0 | 99700.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 0.0 | 13.2 | 2025-09-10T07:45:00+02:00 | 2025-09-10T05:45:00+00:00 |
| 1 | 55296af0d61000000c600000 | 42.0 | 66.0 | 0.0 | 0.0 | 99900.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 0.0 | 17.5 | 2025-09-09T23:30:00+02:00 | 2025-09-09T21:30:00+00:00 |
| 2 | 55296b509a3800000c600000 | 42.0 | 71.0 | 0.0 | 0.0 | 99900.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 0.0 | 16.6 | 2025-09-10T00:15:00+02:00 | 2025-09-09T22:15:00+00:00 |
| 3 | 55296b30a63000000c600000 | 42.0 | 70.0 | 0.0 | 0.0 | 99900.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 0.0 | 16.9 | 2025-09-10T00:00:00+02:00 | 2025-09-09T22:00:00+00:00 |
| 4 | 552a63f00e6800000c200800 | 42.0 | 77.0 | 0.0 | 0.0 | 99700.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 2.0 | 14.3 | 2025-09-10T09:30:00+02:00 | 2025-09-10T07:30:00+00:00 |
| 5 | 55296b90964000000c600c00 | 42.0 | 72.0 | 0.0 | 0.0 | 99900.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 3.0 | 16.5 | 2025-09-10T00:45:00+02:00 | 2025-09-09T22:45:00+00:00 |
| 6 | 55296bd08a4000000c600000 | 42.0 | 72.0 | 0.0 | 0.0 | 99900.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 0.0 | 16.2 | 2025-09-10T01:15:00+02:00 | 2025-09-09T23:15:00+00:00 |
| 7 | 552a60b0226800000c400000 | 42.0 | 77.0 | 0.0 | 0.0 | 99800.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 0.0 | 14.8 | 2025-09-10T03:00:00+02:00 | 2025-09-10T01:00:00+00:00 |
| 8 | 552c35f3a55000004c001800 | 42.0 | 42.0 | 0.0 | 0.0 | 99600.0 | 0.0 | ISS | 0.0 | 0.0 | 2.0 | 6.0 | 28.9 | 2022-09-12T13:30:00+02:00 | 2022-09-12T11:30:00+00:00 |
| 9 | 552a6b310df000000c800c00 | 42.0 | 62.0 | 0.0 | 0.0 | 100000.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 3.0 | 18.3 | 2025-09-11T00:00:00+02:00 | 2025-09-10T22:00:00+00:00 |
| data | id | humidite | direction_du_vecteur_de_vent_max | pluie_intensite_max | pression | direction_du_vecteur_vent_moyen | type_de_station | pluie | direction_du_vecteur_de_vent_max_en_degres | force_moyenne_du_vecteur_vent | force_rafale_max | temperature_en_degre_c | heure_de_paris | heure_utc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 163633 | 55666150ce5000002b602000 | 42.0 | 74.0 | 0.0 | 0.0 | 99100.0 | 0.0 | ISS | 0.0 | 0.0 | 1.0 | 8.0 | 17.3 | 2025-11-06T03:15:00+01:00 | 2025-11-06T02:15:00+00:00 |
| 163634 | 5566646fcea870000ba00040 | 42.0 | 85.0 | 0.0 | 0.2 | 99300.0 | 0.0 | ISS | 1.4 | 0.0 | 0.0 | 0.0 | 13.3 | 2025-11-06T09:30:00+01:00 | 2025-11-06T08:30:00+00:00 |
| 163635 | 5566648fcea850000b801440 | 42.0 | 85.0 | 0.0 | 0.2 | 99200.0 | 0.0 | ISS | 1.0 | 0.0 | 0.0 | 5.0 | 13.3 | 2025-11-06T09:45:00+01:00 | 2025-11-06T08:45:00+00:00 |
| 163636 | 5566640fda98d0000ba00080 | 42.0 | 83.0 | 0.0 | 0.4 | 99300.0 | 0.0 | ISS | 2.6 | 0.0 | 0.0 | 0.0 | 13.6 | 2025-11-06T08:45:00+01:00 | 2025-11-06T07:45:00+00:00 |
| 163637 | 55656a70da5000006bc03400 | 42.0 | 74.0 | 0.0 | 0.0 | 99400.0 | 0.0 | ISS | 0.0 | 0.0 | 3.0 | 13.0 | 17.6 | 2025-11-05T21:30:00+01:00 | 2025-11-05T20:30:00+00:00 |
| 163638 | 556567f1261800004be02800 | 42.0 | 67.0 | 0.0 | 0.0 | 99500.0 | 0.0 | ISS | 0.0 | 0.0 | 2.0 | 10.0 | 18.9 | 2025-11-05T16:30:00+01:00 | 2025-11-05T15:30:00+00:00 |
| 163639 | 556567914e1000008be04c00 | 42.0 | 66.0 | 0.0 | 0.0 | 99500.0 | 0.0 | ISS | 0.0 | 0.0 | 4.0 | 19.0 | 19.3 | 2025-11-05T15:45:00+01:00 | 2025-11-05T14:45:00+00:00 |
| 163640 | 55656af0d65800006bc03800 | 42.0 | 75.0 | 0.0 | 0.0 | 99400.0 | 0.0 | ISS | 0.0 | 0.0 | 3.0 | 14.0 | 17.5 | 2025-11-05T22:30:00+01:00 | 2025-11-05T21:30:00+00:00 |
| 163641 | 556661b0a65800000b600c00 | 42.0 | 75.0 | 0.0 | 0.0 | 99100.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 3.0 | 16.9 | 2025-11-06T04:00:00+01:00 | 2025-11-06T03:00:00+00:00 |
| 163642 | 55666310c66000000b801400 | 42.0 | 76.0 | 0.0 | 0.0 | 99200.0 | 0.0 | ISS | 0.0 | 0.0 | 0.0 | 5.0 | 17.1 | 2025-11-06T06:45:00+01:00 | 2025-11-06T05:45:00+00:00 |